{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "18abc6ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "#计算数据集的GT文件\n",
    "import numpy as np\n",
    "import os\n",
    "from concurrent.futures import ThreadPoolExecutor\n",
    "import threading\n",
    "import time\n",
    "\n",
    "# type = np.float32\n",
    "# dataset_root_path = \"/home/ljl/Code/dataset/vector-ssd/deep\"\n",
    "# dataset_path = dataset_root_path+\"/1M.fbin\"\n",
    "# query_path = dataset_root_path+\"/queries.fbin\"\n",
    "# gt_path = dataset_root_path+\"/1M_gt.bin\" #输出路径\n",
    "\n",
    "# type = np.float32\n",
    "# dataset_root_path = \"/home/ljl/Code/dataset/vector-ssd/sift1m\"\n",
    "# dataset_path = dataset_root_path+\"/sift_base.fbin\"\n",
    "# query_path = dataset_root_path+\"/sift_query.fbin\"\n",
    "# gt_path = dataset_root_path+\"/gt_test.bin\"\n",
    "\n",
    "type = np.uint8\n",
    "dataset_root_path = \"/home/ljl/Code/dataset/vector-ssd/bigann/\"\n",
    "dataset_path = dataset_root_path+\"bigann_10M.bbin\"\n",
    "query_path = dataset_root_path+\"bigann_query.bbin\"\n",
    "gt_path = dataset_root_path+\"bigann_10M_gt.bbin\" #输出路径\n",
    "\n",
    "override = True #如果gt_path已经存在，是否覆盖写\n",
    "k = 100 #计算多少个topk\n",
    "thread_num = 50\n",
    "n = 0 #计算前多少个查询，为0则计算所有"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4f1280c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#判断dataset_path和query_path是否存在，以及gt_path是否已存在\n",
    "if not os.path.exists(dataset_path):\n",
    "    print(\"dataset_path:\",dataset_path,\"不存在\")\n",
    "    quit()\n",
    "if not os.path.exists(query_path):\n",
    "    print(\"query_path:\",query_path,\"不存在\")\n",
    "    quit()\n",
    "if not override and os.path.exists(gt_path):\n",
    "    print(\"gt_path:\",gt_path,\"已存在\")\n",
    "    quit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "337dba53",
   "metadata": {},
   "outputs": [
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m在当前单元格或上一个单元格中执行代码时 Kernel 崩溃。\n",
      "\u001b[1;31m请查看单元格中的代码，以确定故障的可能原因。\n",
      "\u001b[1;31m单击<a href='https://aka.ms/vscodeJupyterKernelCrash'>此处</a>了解详细信息。\n",
      "\u001b[1;31m有关更多详细信息，请查看 Jupyter <a href='command:jupyter.viewOutput'>log</a>。"
     ]
    }
   ],
   "source": [
    "#读取bin格式的数据集文件，数据集、查询集、GT集都可以使用这个函数读取\n",
    "def read_bin(file_path, type):\n",
    "    file_size = os.path.getsize(file_path)\n",
    "    print(\"Read data from\", file_path, \"\\nfile size:\",file_size)\n",
    "    feature_size = np.dtype(type).itemsize\n",
    "    with open(file_path,\"rb\") as fd:\n",
    "        lines = int.from_bytes(fd.read(4), byteorder='little')\n",
    "        dim = int.from_bytes(fd.read(4), byteorder='little')\n",
    "        print(\"lines:\",lines,\"dim:\",dim)\n",
    "\n",
    "        data_size = lines * dim * feature_size\n",
    "        if(data_size+8 != file_size):\n",
    "            print(f\"Error! file size {file_size} and argument {data_size+8} not match!\") # 判断实际文件大小是否与参数匹配，简单的纠错机制\n",
    "            return None\n",
    "\n",
    "        binary_data = fd.read(data_size)\n",
    "        vectors = np.frombuffer(binary_data, dtype=type)\n",
    "        vectors = vectors.reshape(lines, dim)\n",
    "        print(\"Returned vector list:\",vectors.shape, vectors.dtype)\n",
    "\n",
    "        return vectors\n",
    "\n",
    "#将向量集以.bin的格式写入文件中，主要用于写入质心\n",
    "def write_bin(filename, array):\n",
    "    # 检查输入是否为numpy数组\n",
    "    if not isinstance(array, np.ndarray):\n",
    "        raise ValueError(\"Input must be a NumPy array.\")\n",
    "    \n",
    "    # 获取数组的形状（行数和列数）\n",
    "    rows, cols = array.shape\n",
    "    \n",
    "    # 打开文件准备写入\n",
    "    with open(filename, 'wb') as f:\n",
    "        # 将行数和列数写入文件的前8个字节\n",
    "        np.array(rows, dtype=np.uint32).tofile(f)\n",
    "        np.array(cols, dtype=np.uint32).tofile(f)\n",
    "        \n",
    "        # 写入数组数据\n",
    "        # 确保数据类型正确，这里假设使用float32\n",
    "        array.tofile(f)\n",
    "\n",
    "def compute_gt_multithread(dataset, query_set, gt_file_path, k, num_threads=16, input_n=0):\n",
    "    \"\"\"\n",
    "    计算查询集在dataset中的ground truth文件，用于计算每层的召回率\n",
    "    \n",
    "    参数:\n",
    "        dataset: 数据集向量\n",
    "        query_set: 查询集向量\n",
    "        gt_file_path: 保存ground truth的文件路径\n",
    "        k: 每个查询需要的最近邻数量\n",
    "        num_threads: 使用的线程数，默认为CPU核心数\n",
    "        n: 表示仅计算前多少个查询，用于测试。为0时表示全部计算\n",
    "    \"\"\"\n",
    "    print(f\"Computing ground truth on dataset including {dataset.shape[0]} vectors for {query_set.shape[0]} queries and {k} ground truths per query under {num_threads} threads\")\n",
    "    \n",
    "    #记录起始时间\n",
    "    start_time = time.time()\n",
    "    n = 0\n",
    "    if input_n <= 0:\n",
    "        n = query_set.shape[0]\n",
    "    else:\n",
    "        n = min(query_set.shape[0], input_n)\n",
    "\n",
    "    gt_array = np.zeros((n, k), dtype=np.uint32)\n",
    "    \n",
    "    # 每个线程处理的查询数量\n",
    "    queries_per_thread = n // num_threads\n",
    "    if queries_per_thread == 0: #如果导致每个线程平均分不到1个查询，降低线程数\n",
    "        queries_per_thread = 1\n",
    "        num_threads = min(num_threads, n)\n",
    "\n",
    "    print(f\"Computing ground truth for {n} queries by {num_threads} threads after adjust\")\n",
    "    \n",
    "    # 共享计数器和锁\n",
    "    processed_count = 0\n",
    "    count_lock = threading.Lock()\n",
    "\n",
    "    # 定义线程处理函数\n",
    "    def process_queries(start_idx, end_idx):\n",
    "        nonlocal processed_count\n",
    "        for i in range(start_idx, end_idx):\n",
    "            query = query_set[i]\n",
    "            diff = dataset.astype('float32') - query #直接以uint8进行计算的话会出错\n",
    "            distances = np.linalg.norm(diff, axis=1)\n",
    "            # print(distances[:10])\n",
    "            indices = np.argsort(distances)[:k]\n",
    "            # print(\"nearest node:\",distances[indices[0]])\n",
    "            gt_array[i] = indices\n",
    "            \n",
    "            # 更新计数器并检查是否需要打印进度\n",
    "            with count_lock:\n",
    "                processed_count += 1\n",
    "                if processed_count % 1000 == 0:\n",
    "                    print(f\"Computed ground truth for {processed_count} queries\")\n",
    "    \n",
    "    # 创建并执行线程池\n",
    "    with ThreadPoolExecutor(max_workers=num_threads) as executor:\n",
    "        futures = []\n",
    "        for i in range(num_threads):\n",
    "            start_idx = i * queries_per_thread\n",
    "            end_idx = start_idx + queries_per_thread\n",
    "            if i == num_threads - 1:\n",
    "                end_idx = n  # 最后一个线程处理剩余的查询\n",
    "            \n",
    "            if start_idx < end_idx:\n",
    "                futures.append(executor.submit(process_queries, start_idx, end_idx))\n",
    "        \n",
    "        # 等待所有线程完成\n",
    "        for future in futures:\n",
    "            future.result()\n",
    "    \n",
    "    # 保存结果\n",
    "    with open(gt_file_path, 'wb') as f:\n",
    "        np.array(gt_array.shape[0], dtype=np.uint32).tofile(f)\n",
    "        np.array(gt_array.shape[1], dtype=np.uint32).tofile(f)\n",
    "        gt_array.tofile(f)\n",
    "    \n",
    "    print(f\"Ground truth file saved to {gt_file_path}\")    \n",
    "    end_time = time.time()\n",
    "    print(f\"Time taken: {end_time - start_time} seconds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ebc9e8d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Read data from /home/ljl/Code/dataset/vector-ssd/bigann/bigann_10M.bbin \n",
      "file size: 1280000008\n",
      "lines: 10000000 dim: 128\n",
      "Returned vector list: (10000000, 128) uint8\n",
      "Read data from /home/ljl/Code/dataset/vector-ssd/bigann/bigann_query.bbin \n",
      "file size: 1280008\n",
      "lines: 10000 dim: 128\n",
      "Returned vector list: (10000, 128) uint8\n",
      "Dataset shape: (10000000, 128)\n",
      "Query shape: (10000, 128)\n",
      "Computing ground truth on dataset including 10000000 vectors for 10000 queries and 100 ground truths per query under 50 threads\n",
      "Computing ground truth for 10000 queries by 50 threads after adjust\n"
     ]
    }
   ],
   "source": [
    "dataset = read_bin(dataset_path, type)\n",
    "query = read_bin(query_path, type)\n",
    "print(\"Dataset shape:\", dataset.shape)\n",
    "print(\"Query shape:\", query.shape)\n",
    "if dataset.shape[1] != query.shape[1]:\n",
    "    print(\"Error! Dataset and query have different dimensions.\")\n",
    "    exit()\n",
    "\n",
    "compute_gt_multithread(dataset, query, gt_path, k, thread_num, n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e06d07fa",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pause' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mNameError\u001b[39m                                 Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[11]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mpause\u001b[49m()\n\u001b[32m      2\u001b[39m gt1 = read_bin(gt_path,\u001b[38;5;28mtype\u001b[39m=np.uint32)\n\u001b[32m      3\u001b[39m gt2 = read_bin(dataset_root_path+\u001b[33m\"\u001b[39m\u001b[33m/sift_groundtruth.fbin\u001b[39m\u001b[33m\"\u001b[39m,\u001b[38;5;28mtype\u001b[39m=np.uint32)\n",
      "\u001b[31mNameError\u001b[39m: name 'pause' is not defined"
     ]
    }
   ],
   "source": [
    "pause()\n",
    "gt1 = read_bin(gt_path,type=np.uint32)\n",
    "gt2 = read_bin(dataset_root_path+\"/sift_groundtruth.fbin\",type=np.uint32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "833f1f85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "#逐行对比gt1和gt2，有不一样的值，则输出\n",
    "for i in range(len(gt1)):\n",
    "    for j in range(len(gt1[i])):\n",
    "        if(gt1[i][j] != gt2[i][j]):\n",
    "            print(i,j,gt1[i][j],gt2[i][j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e035242",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = np.float32(5)\n",
    "b = np.float32(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f814d7b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float32(-1.0)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a - b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d397fe2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
